Note: data is limited to beers that at least one of us has checked in as of 3/14/2021.

How do our distributions stack up? 📊

Distributions

Do we agree on ratings?

Controversial beers

Differences from global

Breweries 🏭

Ratings by brewery for each user. User must have had 5 or more unique beers from the brewery.

Top rated

Average ratings

Alice

Bob

Carl

Brewery rating table

Styles 💃

Ratings by style for each user. Users must have had 5 different beers of that style. Note: “meta” style refers to the first part of the style while substyle refers to the entire style (e.g. IPA - Imperial/Double would have a meta style of IPA and a “substyle” style of IPA - Imperial/Double).

Meta styles plots

Styles broken down by first part of style annotation

Alice

Bob

Carl

Meta styles table

Substyles table

More detailed style information

ABV and IBU 🤢

Prediction 🧐

I fit a 10-fold cross-validated random forest to predict each user’s ratings. Reported here are the Pearson score of each model as well as estimated importance of each feature in prediction (and the associated standard deviation).